Relatório de criação de perfil do Pandas

Dataset statistics

Number of variables	21
Number of observations	185
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	30.5 KiB
Average record size in memory	168.7 B

Variable types

NUM	14
CAT	6
BOOL	1

Warnings

`SG_UF` has constant value "185"	Constant
`DS_CARGO` has constant value "185"	Constant
`ANO_ELEICAO` has constant value "185"	Constant
`NR_TURNO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`CD_TIPO_ELEICAO` is highly correlated with `NR_TURNO` and 8 other fields	High correlation
`CD_ELEICAO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`CD_CARGO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`SQ_CANDIDATO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`CD_SITUACAO_CANDIDATURA` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`CD_DETALHE_SITUACAO_CAND` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`NR_PARTIDO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`SQ_COLIGACAO` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`QT_VOTOS_NOMINAIS` is highly correlated with `CD_TIPO_ELEICAO` and 8 other fields	High correlation
`RESULTADO` is highly correlated with `NR_CANDIDATO`	High correlation
`NR_CANDIDATO` is highly correlated with `RESULTADO`	High correlation
`NR_CANDIDATO` is highly correlated with `NM_URNA_CANDIDATO`	High correlation
`NM_URNA_CANDIDATO` is highly correlated with `NR_CANDIDATO`	High correlation
`df_index` has unique values	Unique
`NM_MUNICIPIO` has unique values	Unique
`CD_MUNICIPIO` has unique values	Unique

Reproduction

Analysis started	2020-10-13 11:54:51.870406
Analysis finished	2020-10-13 11:55:43.488465
Duration	51.62 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	185
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	92
Minimum	0
Maximum	184
Zeros	1
Zeros (%)	0.5%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	9.2
Q1	46
median	92
Q3	138
95-th percentile	174.8
Maximum	184
Range	184
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	53.54904294
Coefficient of variation (CV)	0.5820548146
Kurtosis	-1.2
Mean	92
Median Absolute Deviation (MAD)	46
Skewness	0
Sum	17020
Variance	2867.5
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
184	1	0.5%
57	1	0.5%
66	1	0.5%
65	1	0.5%
64	1	0.5%
63	1	0.5%
62	1	0.5%
61	1	0.5%
60	1	0.5%
59	1	0.5%
Other values (175)	175	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.5%
1	1	0.5%
2	1	0.5%
3	1	0.5%
4	1	0.5%

Value	Count	Frequency (%)
184	1	0.5%
183	1	0.5%
182	1	0.5%
181	1	0.5%
180	1	0.5%

SG_UF
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

PE	185

Frequencies
Length

Value	Count	Frequency (%)
PE	185	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

NM_MUNICIPIO
Categorical

UNIQUE

Distinct	185
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

SANHARÓ	1
LAGOA DO OURO	1
CUSTÓDIA	1
TRACUNHAÉM	1
BELÉM DE MARIA	1
Other values (180)	180

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
SANHARÓ	1	0.5%
LAGOA DO OURO	1	0.5%
CUSTÓDIA	1	0.5%
TRACUNHAÉM	1	0.5%
BELÉM DE MARIA	1	0.5%
VITÓRIA DE SANTO ANTÃO	1	0.5%
SERTÂNIA	1	0.5%
MARAIAL	1	0.5%
ITAMBÉ	1	0.5%
CARPINA	1	0.5%
Other values (175)	175	94.6%

Frequencies of value counts

Unique

Unique	185 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	25
Median length	9
Mean length	10.14054054
Min length	3

CD_MUNICIPIO
Real number (ℝ_≥0)

UNIQUE

Distinct	185
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24564.22703
Minimum	23000
Maximum	30015
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	23000
5-th percentile	23096.8
Q1	23590
median	24511
Q3	25437
95-th percentile	26170.8
Maximum	30015
Range	7015
Interquartile range (IQR)	1847

Descriptive statistics

Standard deviation	1094.620617
Coefficient of variation (CV)	0.04456157388
Kurtosis	1.725821196
Mean	24564.22703
Median Absolute Deviation (MAD)	926
Skewness	0.6954801704
Sum	4544382
Variance	1198194.296
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23850	1	0.5%
23116	1	0.5%
23132	1	0.5%
24155	1	0.5%
25178	1	0.5%
23191	1	0.5%
23639	1	0.5%
23892	1	0.5%
26212	1	0.5%
24910	1	0.5%
Other values (175)	175	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23000	1	0.5%
23019	1	0.5%
23027	1	0.5%
23035	1	0.5%
23043	1	0.5%

Value	Count	Frequency (%)
30015	1	0.5%
26336	1	0.5%
26310	1	0.5%
26298	1	0.5%
26271	1	0.5%

NM_URNA_CANDIDATO
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

PAULO CÂMARA	149
ARMANDO MONTEIRO	36

Frequencies
Length

Value	Count	Frequency (%)
PAULO CÂMARA	149	80.5%
ARMANDO MONTEIRO	36	19.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	12
Mean length	12.77837838
Min length	12

DS_CARGO
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

Governador	185

Frequencies
Length

Value	Count	Frequency (%)
Governador	185	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

ANO_ELEICAO
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

2018	185

Frequencies
Length

Value	Count	Frequency (%)
2018	185	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

NR_CANDIDATO
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

40	149
14	36

Frequencies
Length

Value	Count	Frequency (%)
40	149	80.5%
14	36	19.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

CD_TIPO_ELEICAO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.259459459
Minimum	2
Maximum	22
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	2
Maximum	22
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.647702528
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	2.259459459
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	418
Variance	2.714923619
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	176	95.1%
6	4	2.2%
4	3	1.6%
22	1	0.5%
8	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	176	95.1%
4	3	1.6%
6	4	2.2%
8	1	0.5%
22	1	0.5%

Value	Count	Frequency (%)
22	1	0.5%
8	1	0.5%
6	4	2.2%
4	3	1.6%
2	176	95.1%

NR_TURNO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.12972973
Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	11
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8238512638
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	1.12972973
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	209
Variance	0.6787309048
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	176	95.1%
3	4	2.2%
2	3	1.6%
11	1	0.5%
4	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	176	95.1%
2	3	1.6%
3	4	2.2%
4	1	0.5%
11	1	0.5%

Value	Count	Frequency (%)
11	1	0.5%
4	1	0.5%
3	4	2.2%
2	3	1.6%
1	176	95.1%

CD_ELEICAO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	335.5297297
Minimum	297
Maximum	3267
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	297
5-th percentile	297
Q1	297
median	297
Q3	297
95-th percentile	297
Maximum	3267
Range	2970
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	244.6838253
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	335.5297297
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	62073
Variance	59870.17438
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
297	176	95.1%
891	4	2.2%
594	3	1.6%
3267	1	0.5%
1188	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
297	176	95.1%
594	3	1.6%
891	4	2.2%
1188	1	0.5%
3267	1	0.5%

Value	Count	Frequency (%)
3267	1	0.5%
1188	1	0.5%
891	4	2.2%
594	3	1.6%
297	176	95.1%

NR_ZONA
Real number (ℝ_≥0)

Distinct	99
Distinct (%)	53.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	79.48108108
Minimum	4
Maximum	377
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	4
5-th percentile	21.4
Q1	43
median	71
Q3	98
95-th percentile	136.8
Maximum	377
Range	373
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	57.06690314
Coefficient of variation (CV)	0.7179935446
Kurtosis	9.951675727
Mean	79.48108108
Median Absolute Deviation (MAD)	28
Skewness	2.60879881
Sum	14704
Variance	3256.631434
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	4	2.2%
92	4	2.2%
27	3	1.6%
98	3	1.6%
94	3	1.6%
90	3	1.6%
86	3	1.6%
26	3	1.6%
82	3	1.6%
28	3	1.6%
Other values (89)	153	82.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	0.5%
13	1	0.5%
14	1	0.5%
16	1	0.5%
17	1	0.5%

Value	Count	Frequency (%)
377	1	0.5%
372	1	0.5%
344	1	0.5%
272	1	0.5%
265	1	0.5%

CD_CARGO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.389189189
Minimum	3
Maximum	33
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	3
Q3	3
95-th percentile	3
Maximum	33
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.471553791
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	3.389189189
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	627
Variance	6.108578143
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	176	95.1%
9	4	2.2%
6	3	1.6%
33	1	0.5%
12	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	176	95.1%
6	3	1.6%
9	4	2.2%
12	1	0.5%
33	1	0.5%

Value	Count	Frequency (%)
33	1	0.5%
12	1	0.5%
9	4	2.2%
6	3	1.6%
3	176	95.1%

SQ_CANDIDATO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.920547371e+11
Minimum	1.700006045e+11
Maximum	1.87000665e+12
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.700006045e+11
5-th percentile	1.700006045e+11
Q1	1.700006045e+11
median	1.700006045e+11
Q3	1.700006045e+11
95-th percentile	1.700006051e+11
Maximum	1.87000665e+12
Range	1.700006045e+12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.400552129e+11
Coefficient of variation (CV)	0.7292463335
Kurtosis	114.0776906
Mean	1.920547371e+11
Median Absolute Deviation (MAD)	0
Skewness	9.953188499
Sum	3.553012637e+13
Variance	1.961546266e+22
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1.700006045e+11	141	76.2%
1.700006051e+11	35	18.9%
5.100018136e+11	3	1.6%
3.400012091e+11	3	1.6%
1.87000665e+12	1	0.5%
5.100018154e+11	1	0.5%
6.800024182e+11	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.700006045e+11	141	76.2%
1.700006051e+11	35	18.9%
3.400012091e+11	3	1.6%
5.100018136e+11	3	1.6%
5.100018154e+11	1	0.5%

Value	Count	Frequency (%)
1.87000665e+12	1	0.5%
6.800024182e+11	1	0.5%
5.100018154e+11	1	0.5%
5.100018136e+11	3	1.6%
3.400012091e+11	3	1.6%

CD_SITUACAO_CANDIDATURA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.55675676
Minimum	12
Maximum	132
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	12
5-th percentile	12
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	132
Range	120
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.886215165
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	13.55675676
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	2508
Variance	97.73725029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
12	176	95.1%
36	4	2.2%
24	3	1.6%
132	1	0.5%
48	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	176	95.1%
24	3	1.6%
36	4	2.2%
48	1	0.5%
132	1	0.5%

Value	Count	Frequency (%)
132	1	0.5%
48	1	0.5%
36	4	2.2%
24	3	1.6%
12	176	95.1%

CD_DETALHE_SITUACAO_CAND
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.259459459
Minimum	2
Maximum	22
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	2
Maximum	22
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.647702528
Coefficient of variation (CV)	0.729246334
Kurtosis	114.0776906
Mean	2.259459459
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	418
Variance	2.714923619
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	176	95.1%
6	4	2.2%
4	3	1.6%
22	1	0.5%
8	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	176	95.1%
4	3	1.6%
6	4	2.2%
8	1	0.5%
22	1	0.5%

Value	Count	Frequency (%)
22	1	0.5%
8	1	0.5%
6	4	2.2%
4	3	1.6%
2	176	95.1%

NR_PARTIDO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	39.84864865
Minimum	14
Maximum	440
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	14
5-th percentile	14
Q1	40
median	40
Q3	40
95-th percentile	40
Maximum	440
Range	426
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	34.7396968
Coefficient of variation (CV)	0.8717910889
Kurtosis	97.16257951
Mean	39.84864865
Median Absolute Deviation (MAD)	0
Skewness	8.772458547
Sum	7372
Variance	1206.846533
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
40	141	76.2%
14	35	18.9%
120	3	1.6%
80	3	1.6%
440	1	0.5%
160	1	0.5%
42	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14	35	18.9%
40	141	76.2%
42	1	0.5%
80	3	1.6%
120	3	1.6%

Value	Count	Frequency (%)
440	1	0.5%
160	1	0.5%
120	3	1.6%
80	3	1.6%
42	1	0.5%

SQ_COLIGACAO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.920541107e+11
Minimum	1.700000501e+11
Maximum	1.870000551e+12
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1.700000501e+11
5-th percentile	1.700000501e+11
Q1	1.700000501e+11
median	1.700000501e+11
Q3	1.700000501e+11
95-th percentile	1.700000501e+11
Maximum	1.870000551e+12
Range	1.700000501e+12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.400547561e+11
Coefficient of variation (CV)	0.7292463339
Kurtosis	114.0776906
Mean	1.920541107e+11
Median Absolute Deviation (MAD)	0
Skewness	9.953188502
Sum	3.553001048e+13
Variance	1.961533472e+22
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1.700000501e+11	141	76.2%
1.700000501e+11	35	18.9%
3.400001003e+11	3	1.6%
5.100001504e+11	3	1.6%
1.870000551e+12	1	0.5%
5.100001504e+11	1	0.5%
6.800002005e+11	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.700000501e+11	141	76.2%
1.700000501e+11	35	18.9%
3.400001003e+11	3	1.6%
5.100001504e+11	3	1.6%
5.100001504e+11	1	0.5%

Value	Count	Frequency (%)
1.870000551e+12	1	0.5%
6.800002005e+11	1	0.5%
5.100001504e+11	1	0.5%
5.100001504e+11	3	1.6%
3.400001003e+11	3	1.6%

CD_SIT_TOT_TURNO
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.745945946
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	4
Maximum	12
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.576077029
Coefficient of variation (CV)	0.9027066575
Kurtosis	14.5766873
Mean	1.745945946
Median Absolute Deviation (MAD)	0
Skewness	3.130045975
Sum	323
Variance	2.484018801
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	141	76.2%
4	36	19.5%
3	3	1.6%
2	3	1.6%
12	1	0.5%
11	1	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	141	76.2%
2	3	1.6%
3	3	1.6%
4	36	19.5%
11	1	0.5%

Value	Count	Frequency (%)
12	1	0.5%
11	1	0.5%
4	36	19.5%
3	3	1.6%
2	3	1.6%

QT_VOTOS_NOMINAIS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	183
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10791.03784
Minimum	877
Maximum	311792
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	877
5-th percentile	2362.6
Q1	3682
median	5358
Q3	8808
95-th percentile	27888.8
Maximum	311792
Range	310915
Interquartile range (IQR)	5126

Descriptive statistics

Standard deviation	25604.77008
Coefficient of variation (CV)	2.372781049
Kurtosis	105.8779184
Mean	10791.03784
Median Absolute Deviation (MAD)	2208
Skewness	9.450488465
Sum	1996342
Variance	655604250.9
Monotocity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2972	2	1.1%
2900	2	1.1%
2104	1	0.5%
6243	1	0.5%
1736	1	0.5%
5984	1	0.5%
2356	1	0.5%
23645	1	0.5%
3932	1	0.5%
4443	1	0.5%
Other values (173)	173	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
877	1	0.5%
1614	1	0.5%
1736	1	0.5%
1806	1	0.5%
1909	1	0.5%

Value	Count	Frequency (%)
311792	1	0.5%
107669	1	0.5%
81276	1	0.5%
63229	1	0.5%
57523	1	0.5%

RESULTADO
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

1	149
0	36

Common Values
Chart

Value	Count	Frequency (%)
1	149	80.5%
0	36	19.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	SG_UF	NM_MUNICIPIO	CD_MUNICIPIO	NM_URNA_CANDIDATO	DS_CARGO	ANO_ELEICAO	NR_CANDIDATO	CD_TIPO_ELEICAO	NR_TURNO	CD_ELEICAO	NR_ZONA	CD_CARGO	SQ_CANDIDATO	CD_SITUACAO_CANDIDATURA	CD_DETALHE_SITUACAO_CAND	NR_PARTIDO	SQ_COLIGACAO	CD_SIT_TOT_TURNO	QT_VOTOS_NOMINAIS	RESULTADO
0	130	PE	RECIFE	25313	PAULO CÂMARA	Governador	2018	40	22	11	3267	344	33	1870006650017	132	22	440	1870000551430	11	311792	1
1	85	PE	JABOATÃO DOS GUARARAPES	24570	PAULO CÂMARA	Governador	2018	40	8	4	1188	377	12	680002418188	48	8	160	680000200520	4	107669	1
2	109	PE	OLINDA	24910	PAULO CÂMARA	Governador	2018	40	6	3	891	227	9	510001813641	36	6	120	510000150390	3	81276	1
3	120	PE	PAULISTA	25135	PAULO CÂMARA	Governador	2018	40	6	3	891	272	9	510001813641	36	6	120	510000150390	3	63229	1
4	42	PE	CARUARU	23817	ARMANDO MONTEIRO	Governador	2018	14	6	3	891	252	9	510001815384	36	6	42	510000150447	12	57523	0
5	123	PE	PETROLINA	25216	PAULO CÂMARA	Governador	2018	40	6	3	891	372	9	510001813641	36	6	120	510000150390	3	48707	1
6	28	PE	CABO DE SANTO AGOSTINHO	23574	PAULO CÂMARA	Governador	2018	40	4	2	594	136	6	340001209094	24	4	80	340000100260	2	46100	1
7	34	PE	CAMARAGIBE	26298	PAULO CÂMARA	Governador	2018	40	4	2	594	265	6	340001209094	24	4	80	340000100260	2	32056	1
8	64	PE	GARANHUNS	24198	ARMANDO MONTEIRO	Governador	2018	14	2	1	297	56	3	170000605128	12	2	14	170000050149	4	28946	0
9	181	PE	VITÓRIA DE SANTO ANTÃO	26271	PAULO CÂMARA	Governador	2018	40	4	2	594	120	6	340001209094	24	4	80	340000100260	2	28104	1

Last rows

	df_index	SG_UF	NM_MUNICIPIO	CD_MUNICIPIO	NM_URNA_CANDIDATO	DS_CARGO	ANO_ELEICAO	NR_CANDIDATO	CD_TIPO_ELEICAO	NR_TURNO	CD_ELEICAO	NR_ZONA	CD_CARGO	SQ_CANDIDATO	CD_SITUACAO_CANDIDATURA	CD_DETALHE_SITUACAO_CAND	NR_PARTIDO	SQ_COLIGACAO	CD_SIT_TOT_TURNO	QT_VOTOS_NOMINAIS	RESULTADO
175	135	PE	SALGADINHO	25410	PAULO CÂMARA	Governador	2018	40	2	1	297	88	3	170000604547	12	2	40	170000050130	1	2356	1
176	23	PE	BREJINHO	23493	PAULO CÂMARA	Governador	2018	40	2	1	297	99	3	170000604547	12	2	40	170000050130	1	2104	1
177	36	PE	CAMUTANGA	23710	ARMANDO MONTEIRO	Governador	2018	14	2	1	297	27	3	170000605128	12	2	14	170000050149	4	2070	0
178	32	PE	CALUMBI	23671	PAULO CÂMARA	Governador	2018	40	2	1	297	108	3	170000604547	12	2	40	170000050130	1	2011	1
179	150	PE	SOLIDÃO	25879	PAULO CÂMARA	Governador	2018	40	2	1	297	98	3	170000604547	12	2	40	170000050130	1	1965	1
180	33	PE	CALÇADO	23655	ARMANDO MONTEIRO	Governador	2018	14	2	1	297	94	3	170000605128	12	2	14	170000050149	4	1909	0
181	79	PE	ITACURUBA	24473	PAULO CÂMARA	Governador	2018	40	2	1	297	73	3	170000604547	12	2	40	170000050130	1	1806	1
182	71	PE	IBIRAJUBA	24333	ARMANDO MONTEIRO	Governador	2018	14	2	1	297	48	3	170000605128	12	2	14	170000050149	4	1736	0
183	76	PE	INGAZEIRA	24414	PAULO CÂMARA	Governador	2018	40	2	1	297	50	3	170000604547	12	2	40	170000050130	1	1614	1
184	58	PE	FERNANDO DE NORONHA	30015	PAULO CÂMARA	Governador	2018	40	2	1	297	4	3	170000604547	12	2	40	170000050130	1	877	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows